Time Series Analysis and Forecasting
-15%
portes grátis
Time Series Analysis and Forecasting
Selected Contributions from ITISE 2017
Valenzuela, Olga; Rojas, Ignacio; Pomares, Hector
Springer International Publishing AG
10/2018
340
Dura
Inglês
9783319969435
15 a 20 dias
699
Descrição não disponível.
Preface.- Advanced Mathematical Methodologies in Time Series.- Forecasting via Fokker-Planck using conditional probabilities.- Cryptanalysis of a Random Number Generator Based on a Chaotic Ring Oscillator.- Further Results on Robust Multivariate Time Series Analysis in Nonlinear Models with Autoregressive and t-Distributed Errors.- A New Estimation Technique for AR(1) Model with Long-tailed Symmetric Innovations.- Prediction of High-Dimensional Time Series with Exogenous Variables Using Generalized Koopman Operator Framework in Reproducing Kernel Hilbert Space.- Eigenvalues distribution limit of covariance matrices with AR processes entries.- Computational Intelligence Methods for Time Series.- Deep Learning for Detection of BGP Anomalies.- Using Scaling Methods to Improve Support Vector Regression's Performance for Travel Time and Traffic Volume Predictions.- Dimensionality Reduction and Similarity Measures in Time Series.- Linear Trend Filtering via Adaptive Lasso.- Detecting Discords in Quasi Periodic Time-series Data - A Case Study with Electrocardiogram Data.- Similarity Analysis of Time Interval Data Sets - A Graph Theory Approach.- Logical Comparison Measures in Classification of Data.- Econometric Models.- Asymptotic and Bootstrap Tests For a Change in Autoregression Omitting Variability Estimation.- Distance Between VARMA Models and its Application to Spatial Differences Analysis in the Relationship GDP - Unemployment Growth Rate in Europe.- Copulas for Modeling the Relationship between the Inflation and the Exchange Rates.- Energy Time Series Forecasting.- Fuel Consumption Estimation for Climbing Phase.- Time Series Optimization for Energy Prediction in Wi-Fi Infrastructures.- An econometric analysis of the merit order effect in electricity spot price: the Germany case.- Forecasting in Real Problems.- The analysis of variability of short data sets based on Mahalanobis distance calculation and surrogate time series testing.- On generalized additive models with dependent time series covariates.- A Bayesian Approach to Astronomical Time Delay Estimations.- Further Results on a Modified EM Algorithm for Parameter Estimation in Linear Models with Time-Dependent Autoregressive and t-Distributed Errors.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
62-XX, 68-XX, 60-XX, 58-XX, 37-XX;Time series;Forecasting;Mathematical methodology for time series;Computational intelligence methods;Forecasting in real problems;Energy time series forecasting;Dimensionality reduction;Similarity measures;Econometric models;High-dimensional data;Complex data;Big data;Artificial intelligence;Pattern recognition;On-line learning in time series
Preface.- Advanced Mathematical Methodologies in Time Series.- Forecasting via Fokker-Planck using conditional probabilities.- Cryptanalysis of a Random Number Generator Based on a Chaotic Ring Oscillator.- Further Results on Robust Multivariate Time Series Analysis in Nonlinear Models with Autoregressive and t-Distributed Errors.- A New Estimation Technique for AR(1) Model with Long-tailed Symmetric Innovations.- Prediction of High-Dimensional Time Series with Exogenous Variables Using Generalized Koopman Operator Framework in Reproducing Kernel Hilbert Space.- Eigenvalues distribution limit of covariance matrices with AR processes entries.- Computational Intelligence Methods for Time Series.- Deep Learning for Detection of BGP Anomalies.- Using Scaling Methods to Improve Support Vector Regression's Performance for Travel Time and Traffic Volume Predictions.- Dimensionality Reduction and Similarity Measures in Time Series.- Linear Trend Filtering via Adaptive Lasso.- Detecting Discords in Quasi Periodic Time-series Data - A Case Study with Electrocardiogram Data.- Similarity Analysis of Time Interval Data Sets - A Graph Theory Approach.- Logical Comparison Measures in Classification of Data.- Econometric Models.- Asymptotic and Bootstrap Tests For a Change in Autoregression Omitting Variability Estimation.- Distance Between VARMA Models and its Application to Spatial Differences Analysis in the Relationship GDP - Unemployment Growth Rate in Europe.- Copulas for Modeling the Relationship between the Inflation and the Exchange Rates.- Energy Time Series Forecasting.- Fuel Consumption Estimation for Climbing Phase.- Time Series Optimization for Energy Prediction in Wi-Fi Infrastructures.- An econometric analysis of the merit order effect in electricity spot price: the Germany case.- Forecasting in Real Problems.- The analysis of variability of short data sets based on Mahalanobis distance calculation and surrogate time series testing.- On generalized additive models with dependent time series covariates.- A Bayesian Approach to Astronomical Time Delay Estimations.- Further Results on a Modified EM Algorithm for Parameter Estimation in Linear Models with Time-Dependent Autoregressive and t-Distributed Errors.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
62-XX, 68-XX, 60-XX, 58-XX, 37-XX;Time series;Forecasting;Mathematical methodology for time series;Computational intelligence methods;Forecasting in real problems;Energy time series forecasting;Dimensionality reduction;Similarity measures;Econometric models;High-dimensional data;Complex data;Big data;Artificial intelligence;Pattern recognition;On-line learning in time series
